This lecture explains spatial dependence, emphasizing how nearby objects interact more than distant ones, influencing certain attributes. It discusses the non-neutrality of geographic space, a paradox for statistical tools that assume neutrality. The instructor demonstrates implementing a spatial autocorrelation measure and determining its significance.